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LLM in a Flash: Efficient Large Language Model Inference with Limited Memory

arxiv.org
12 points·by keep_reading·3 jaar geleden·1 comments

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keep_reading
·3 jaar geleden·discuss
Then don't use UUIDs, use snowflakes / flakes
keep_reading
·3 jaar geleden·discuss
If you find other American manufacturers of quality appliances please share! I'm always on the lookout
keep_reading
·3 jaar geleden·discuss
> It'd take what, half a day, for some teenager to modify the firmware to double the 0-60 and blow up the battery pack at the same time?

this is basically why the NHTSA told car manufacturers not to obey Massachusetts' Right to Repair laws.

https://www.wbur.org/news/2023/06/14/federal-highway-traffic...
keep_reading
·3 jaar geleden·discuss
You can, it's SpeedQueen

> We test our commercial quality machines to 10,400 cycles or roughly 25 years of life in an average household.

> You probably want to hear that we test our electronic controls to one million depressions…yes, we actually do.

https://speedqueen.com/speed-queen-difference/
keep_reading
·3 jaar geleden·discuss
Babcock Hall at UW is also like the world leading expert institution on dairy and cheese, too. (Try their ice cream, it's literal perfection from the ingredients to exact temperatures required to get the precise consistency)
keep_reading
·3 jaar geleden·discuss
I've talked to the Hooks folks, and they have disaster recovery storage plan for their cheese spread throughout the country to survive various natural disasters.

edit: 15yr Hooks is heavenly too
keep_reading
·3 jaar geleden·discuss
Nuclear is renewable for the same reason geothermal is renewable, and you can get uranium out of seawater for the same price as mining it

https://www.tiktok.com/@nuclearsciencelover/video/7092135813...
keep_reading
·3 jaar geleden·discuss
UUIDv7 is sortable by time
keep_reading
·3 jaar geleden·discuss
The magic fairy dust is "really fast NVME" and "really low latency memory access" which for most users makes the 8GB give a performance comparable to slower 16GB memory (and not need to read from disk).

That's about it. If you're doing anything other than regular web browsing and word processing it's not going to be the same as having 16GB. But I'm certain the average Mac user is not a developer, video editor, or other power user.

Like it or not, tech nerds are not the average consumer of Apple hardware.
keep_reading
·3 jaar geleden·discuss
bclones were only one way to trigger the corruption. This is not a good way to check.

It's also not worth checking for because this bug has existed for many years. Your data probably wasn't affected. None of the massive ZFS storage companies out there ran into it by now either.

Your data is fine. Sleep easy.
keep_reading
·3 jaar geleden·discuss
And then there are anonymous LLCs

https://wyomingllcattorney.com/Blog/New-Mexico-Anonymous-LLC...
keep_reading
·3 jaar geleden·discuss
Wolves do a better job of culling the sick deer (or cattle)
keep_reading
·3 jaar geleden·discuss
Exactly my concern... Just buy the Aprilaire 8100 and don't risk mold...
keep_reading
·3 jaar geleden·discuss
Someone tell this man about Leaf380

https://leaf380.com/
keep_reading
·3 jaar geleden·discuss
Buddy you realize that the Model Y is the top selling vehicle in the USA and the top selling car in the entire world, right?
keep_reading
·3 jaar geleden·discuss
Yes, it is. Do you think that everyone who would ride the train can afford a Tesla or any other new car? Of course not
keep_reading
·3 jaar geleden·discuss
That's why you rent or lease them. Only the beyond stupid rich buy them.

"If it f*ks, flies, or floats -- rent it, don't buy it."
keep_reading
·3 jaar geleden·discuss
Apple has released a paper about running LLMs efficiently with low memory

https://arxiv.org/pdf/2312.11514.pdf
keep_reading
·3 jaar geleden·discuss
> but is it done by force?

Yes, of course. Do you really think most of these people even in the care of their own family would have complete agency over their lives? No, they'd be declared unfit and their Power of Attorney would be delegated to someone else.
keep_reading
·3 jaar geleden·discuss
Everyone wants free software developers to slave away for free. Give away your worldly things, don't worry about feeding your family or keeping shelter over your head -- just keep on cranking out new releases out of the goodness of your own hearts.